{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年飞行常客里程数</th>\n",
       "      <th>玩游戏视频所占时间百分比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40920</td>\n",
       "      <td>8.326976</td>\n",
       "      <td>0.953952</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14488</td>\n",
       "      <td>7.153469</td>\n",
       "      <td>1.673904</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26052</td>\n",
       "      <td>1.441871</td>\n",
       "      <td>0.805124</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>75136</td>\n",
       "      <td>13.147394</td>\n",
       "      <td>0.428964</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38344</td>\n",
       "      <td>1.669788</td>\n",
       "      <td>0.134296</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>11145</td>\n",
       "      <td>3.410627</td>\n",
       "      <td>0.631838</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>68846</td>\n",
       "      <td>9.974715</td>\n",
       "      <td>0.669787</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>26575</td>\n",
       "      <td>10.650102</td>\n",
       "      <td>0.866627</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>48111</td>\n",
       "      <td>9.134528</td>\n",
       "      <td>0.728045</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>43757</td>\n",
       "      <td>7.882601</td>\n",
       "      <td>1.332446</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     年飞行常客里程数  玩游戏视频所占时间百分比  每周消费冰淇淋公升数       label\n",
       "0       40920      8.326976    0.953952  largeDoses\n",
       "1       14488      7.153469    1.673904  smallDoses\n",
       "2       26052      1.441871    0.805124   didntLike\n",
       "3       75136     13.147394    0.428964   didntLike\n",
       "4       38344      1.669788    0.134296   didntLike\n",
       "..        ...           ...         ...         ...\n",
       "995     11145      3.410627    0.631838  smallDoses\n",
       "996     68846      9.974715    0.669787   didntLike\n",
       "997     26575     10.650102    0.866627  largeDoses\n",
       "998     48111      9.134528    0.728045  largeDoses\n",
       "999     43757      7.882601    1.332446  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_table('dating test\\datingTestSet.txt', header=None)\n",
    "\n",
    "df.columns = [\n",
    "    '年飞行常客里程数',\n",
    "    '玩游戏视频所占时间百分比',\n",
    "    '每周消费冰淇淋公升数',\n",
    "    'label'\n",
    "]\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# didntLike => black, smallDoses => orange , largeDoses => red\n",
    "Colors = []\n",
    "\n",
    "for l in df.iloc[:,-1]:\n",
    "    if (l == 'largeDoses'):\n",
    "        Colors.append('gray')\n",
    "    elif (l == 'smallDoses'):\n",
    "        Colors.append('orange')\n",
    "    elif (l == 'didntLike'):\n",
    "        Colors.append('red')\n",
    "\n",
    "\n",
    "len(Colors)\n",
    "\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "pl = plt.figure(figsize=(12,8))\n",
    "\n",
    "# 绘制 图 1\n",
    "fig1 = pl.add_subplot(221)\n",
    "plt.scatter(df.iloc[:,0],df.iloc[:,1], marker='.', c=Colors)\n",
    "plt.xlabel('年飞行常客里程数')\n",
    "plt.ylabel('玩游戏视频所占时间百分比')\n",
    "\n",
    "\n",
    "# '年飞行常客里程数',\n",
    "# '玩游戏视频所占时间百分比',\n",
    "# '每周消费冰淇淋公升数',\n",
    "\n",
    "# 绘制 图 2\n",
    "fig2 = pl.add_subplot(222)\n",
    "plt.scatter(df.iloc[:,1],df.iloc[:,2], marker='.', c=Colors)\n",
    "plt.xlabel('玩游戏视频所占时间百分比')\n",
    "plt.ylabel('每周消费冰淇淋公升数')\n",
    "\n",
    "# 绘制 图 3\n",
    "fig3 = pl.add_subplot(223)\n",
    "plt.scatter(df.iloc[:,2],df.iloc[:,0], marker='.', c=Colors)\n",
    "plt.xlabel('每周消费冰淇淋公升数')\n",
    "plt.ylabel('年飞行常客里程数')\n",
    "\n",
    "# 开始绘制\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Norm(df):\n",
    "    # 提取标签列以外的所有特征\n",
    "    ds = df.iloc[:,:-1]\n",
    "\n",
    "    # 归一化处理\n",
    "    min = ds.min()\n",
    "    max = ds.max()\n",
    "    return (ds - min) / (max - min)\n",
    "\n",
    "# 更新特征值\n",
    "df.iloc[:,:-1] = Norm(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def classify0(inX, dataSet, k):\n",
    "    # 不同算法此处 计算方式不同\n",
    "\n",
    "    # 第 2 列 ~ 倒数 第二列 代表 dataSet 特征\n",
    "    dist = (((dataSet.iloc[:,0:-1] - inX)**2).sum(axis=1))**.5\n",
    "    dist_l = pd.DataFrame({\n",
    "        'dist': dist,\n",
    "        'label': dataSet.iloc[:,-1]\n",
    "    })\n",
    "    dist_s = dist_l.sort_values(by='dist').iloc[:k]\n",
    "    re = dist_s.value_counts('label')\n",
    "    return re.index[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'largeDoses'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 一个人的 特征数据\n",
    "new_data = [0.479408, 0.509103, 0.510795]\n",
    "\n",
    "classify0(new_data, df, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年飞行常客里程数</th>\n",
       "      <th>玩游戏视频所占时间百分比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.448325</td>\n",
       "      <td>0.398051</td>\n",
       "      <td>0.562334</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.158733</td>\n",
       "      <td>0.341955</td>\n",
       "      <td>0.987244</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.285429</td>\n",
       "      <td>0.068925</td>\n",
       "      <td>0.474496</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.823201</td>\n",
       "      <td>0.628480</td>\n",
       "      <td>0.252489</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.420102</td>\n",
       "      <td>0.079820</td>\n",
       "      <td>0.078578</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>0.122106</td>\n",
       "      <td>0.163037</td>\n",
       "      <td>0.372224</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0.754287</td>\n",
       "      <td>0.476818</td>\n",
       "      <td>0.394621</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0.291159</td>\n",
       "      <td>0.509103</td>\n",
       "      <td>0.510795</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0.527111</td>\n",
       "      <td>0.436655</td>\n",
       "      <td>0.429005</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0.479408</td>\n",
       "      <td>0.376809</td>\n",
       "      <td>0.785718</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     年飞行常客里程数  玩游戏视频所占时间百分比  每周消费冰淇淋公升数       label\n",
       "0    0.448325      0.398051    0.562334  largeDoses\n",
       "1    0.158733      0.341955    0.987244  smallDoses\n",
       "2    0.285429      0.068925    0.474496   didntLike\n",
       "3    0.823201      0.628480    0.252489   didntLike\n",
       "4    0.420102      0.079820    0.078578   didntLike\n",
       "..        ...           ...         ...         ...\n",
       "995  0.122106      0.163037    0.372224  smallDoses\n",
       "996  0.754287      0.476818    0.394621   didntLike\n",
       "997  0.291159      0.509103    0.510795  largeDoses\n",
       "998  0.527111      0.436655    0.429005  largeDoses\n",
       "999  0.479408      0.376809    0.785718  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  }
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